Josh Dillon, Last Revised January 2022
This notebook examines an individual antenna's performance over a whole season. This notebook parses information from each nightly rtp_summarynotebook (as saved to .csvs) and builds a table describing antenna performance. It also reproduces per-antenna plots from each auto_metrics notebook pertinent to the specific antenna.
import os
from IPython.display import display, HTML
display(HTML("<style>.container { width:100% !important; }</style>"))
# If you want to run this notebook locally, copy the output of the next cell into the next line of this cell.
# antenna = "54"
# csv_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/_rtp_summary_'
# auto_metrics_folder = '/lustre/aoc/projects/hera/H5C/H5C_Notebooks/auto_metrics_inspect'
# os.environ["ANTENNA"] = antenna
# os.environ["CSV_FOLDER"] = csv_folder
# os.environ["AUTO_METRICS_FOLDER"] = auto_metrics_folder
# Use environment variables to figure out path to the csvs and auto_metrics
antenna = os.environ["ANTENNA"]
csv_folder = os.environ["CSV_FOLDER"]
auto_metrics_folder = os.environ["AUTO_METRICS_FOLDER"]
print(f'antenna = "{antenna}"')
print(f'csv_folder = "{csv_folder}"')
print(f'auto_metrics_folder = "{auto_metrics_folder}"')
antenna = "158" csv_folder = "/home/obs/src/H5C_Notebooks/_rtp_summary_" auto_metrics_folder = "/home/obs/src/H5C_Notebooks/auto_metrics_inspect"
display(HTML(f'<h1 style=font-size:50px><u>Antenna {antenna} Report</u><p></p></h1>'))
import numpy as np
import pandas as pd
pd.set_option('display.max_rows', 1000)
import glob
import re
from hera_notebook_templates.utils import status_colors, Antenna
# load csvs and auto_metrics htmls in reverse chronological order
csvs = sorted(glob.glob(os.path.join(csv_folder, '*.csv')))[::-1]
print(f'Found {len(csvs)} csvs in {csv_folder}')
auto_metric_htmls = sorted(glob.glob(auto_metrics_folder + '/auto_metrics_inspect_*.html'))[::-1]
print(f'Found {len(auto_metric_htmls)} auto_metrics notebooks in {auto_metrics_folder}')
Found 93 csvs in /home/obs/src/H5C_Notebooks/_rtp_summary_ Found 89 auto_metrics notebooks in /home/obs/src/H5C_Notebooks/auto_metrics_inspect
# Per-season options
mean_round_modz_cut = 4
dead_cut = 0.4
crossed_cut = 0.0
def jd_to_summary_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/_rtp_summary_/rtp_summary_{jd}.html'
def jd_to_auto_metrics_url(jd):
return f'https://htmlpreview.github.io/?https://github.com/HERA-Team/H5C_Notebooks/blob/main/auto_metrics_inspect/auto_metrics_inspect_{jd}.html'
this_antenna = None
jds = []
# parse information about antennas and nodes
for csv in csvs:
df = pd.read_csv(csv)
for n in range(len(df)):
# Add this day to the antenna
row = df.loc[n]
antnum = row['Ant']
if antnum != int(antenna):
continue
if this_antenna is None:
this_antenna = Antenna(row['Ant'], row['Node'])
jd = [int(s) for s in re.split('_|\.', csv) if s.isdigit()][-1]
jds.append(jd)
this_antenna.add_day(jd, row)
break
# build dataframe
to_show = {'JDs': [f'<a href="{jd_to_summary_url(jd)}" target="_blank">{jd}</a>' for jd in jds]}
to_show['A Priori Status'] = [this_antenna.statuses[jd] for jd in jds]
df = pd.DataFrame(to_show)
# create bar chart columns for flagging percentages:
bar_cols = {}
bar_cols['Auto Metrics Flags'] = [this_antenna.auto_flags[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jee)'] = [this_antenna.dead_flags_Jee[jd] for jd in jds]
bar_cols[f'Dead Fraction in Ant Metrics (Jnn)'] = [this_antenna.dead_flags_Jnn[jd] for jd in jds]
bar_cols['Crossed Fraction in Ant Metrics'] = [this_antenna.crossed_flags[jd] for jd in jds]
bar_cols['Flag Fraction Before Redcal'] = [this_antenna.flags_before_redcal[jd] for jd in jds]
bar_cols['Flagged By Redcal chi^2 Fraction'] = [this_antenna.redcal_flags[jd] for jd in jds]
for col in bar_cols:
df[col] = bar_cols[col]
z_score_cols = {}
z_score_cols['ee Shape Modified Z-Score'] = [this_antenna.ee_shape_zs[jd] for jd in jds]
z_score_cols['nn Shape Modified Z-Score'] = [this_antenna.nn_shape_zs[jd] for jd in jds]
z_score_cols['ee Power Modified Z-Score'] = [this_antenna.ee_power_zs[jd] for jd in jds]
z_score_cols['nn Power Modified Z-Score'] = [this_antenna.nn_power_zs[jd] for jd in jds]
z_score_cols['ee Temporal Variability Modified Z-Score'] = [this_antenna.ee_temp_var_zs[jd] for jd in jds]
z_score_cols['nn Temporal Variability Modified Z-Score'] = [this_antenna.nn_temp_var_zs[jd] for jd in jds]
z_score_cols['ee Temporal Discontinuties Modified Z-Score'] = [this_antenna.ee_temp_discon_zs[jd] for jd in jds]
z_score_cols['nn Temporal Discontinuties Modified Z-Score'] = [this_antenna.nn_temp_discon_zs[jd] for jd in jds]
for col in z_score_cols:
df[col] = z_score_cols[col]
ant_metrics_cols = {}
ant_metrics_cols['Average Dead Ant Metric (Jee)'] = [this_antenna.Jee_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Dead Ant Metric (Jnn)'] = [this_antenna.Jnn_dead_metrics[jd] for jd in jds]
ant_metrics_cols['Average Crossed Ant Metric'] = [this_antenna.crossed_metrics[jd] for jd in jds]
for col in ant_metrics_cols:
df[col] = ant_metrics_cols[col]
redcal_cols = {}
redcal_cols['Median chi^2 Per Antenna (Jee)'] = [this_antenna.Jee_chisqs[jd] for jd in jds]
redcal_cols['Median chi^2 Per Antenna (Jnn)'] = [this_antenna.Jnn_chisqs[jd] for jd in jds]
for col in redcal_cols:
df[col] = redcal_cols[col]
# style dataframe
table = df.style.hide_index()\
.applymap(lambda val: f'background-color: {status_colors[val]}' if val in status_colors else '', subset=['A Priori Status']) \
.background_gradient(cmap='viridis', vmax=mean_round_modz_cut * 3, vmin=0, axis=None, subset=list(z_score_cols.keys())) \
.background_gradient(cmap='bwr_r', vmin=dead_cut-.25, vmax=dead_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.background_gradient(cmap='bwr_r', vmin=crossed_cut-.25, vmax=crossed_cut+.25, axis=0, subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.background_gradient(cmap='plasma', vmax=4, vmin=1, axis=None, subset=list(redcal_cols.keys())) \
.applymap(lambda val: 'font-weight: bold' if val < dead_cut else '', subset=list([col for col in ant_metrics_cols if 'dead' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val < crossed_cut else '', subset=list([col for col in ant_metrics_cols if 'crossed' in col.lower()])) \
.applymap(lambda val: 'font-weight: bold' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.applymap(lambda val: 'color: red' if val > mean_round_modz_cut else '', subset=list(z_score_cols.keys())) \
.bar(subset=list(bar_cols.keys()), vmin=0, vmax=1) \
.format({col: '{:,.4f}'.format for col in z_score_cols}) \
.format({col: '{:,.4f}'.format for col in ant_metrics_cols}) \
.format('{:,.2%}', na_rep='-', subset=list(bar_cols.keys())) \
.set_table_styles([dict(selector="th",props=[('max-width', f'70pt')])])
This table reproduces each night's row for this antenna from the RTP Summary notebooks. For more info on the columns, see those notebooks, linked in the JD column.
display(HTML(f'<h2>Antenna {antenna}, Node {this_antenna.node}:</h2>'))
HTML(table.render(render_links=True, escape=False))
| JDs | A Priori Status | Auto Metrics Flags | Dead Fraction in Ant Metrics (Jee) | Dead Fraction in Ant Metrics (Jnn) | Crossed Fraction in Ant Metrics | Flag Fraction Before Redcal | Flagged By Redcal chi^2 Fraction | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | Average Dead Ant Metric (Jee) | Average Dead Ant Metric (Jnn) | Average Crossed Ant Metric | Median chi^2 Per Antenna (Jee) | Median chi^2 Per Antenna (Jnn) |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 2459594 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.254754 | -0.756504 | 0.225174 | -0.087177 | 0.319267 | 5.564934 | 0.152581 | 0.223171 | 0.7633 | 0.7880 | 0.2567 | 16.777262 | 23.612308 |
| 2459593 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.183471 | -0.774456 | 0.041682 | -1.083884 | 0.128241 | -0.193486 | -0.006226 | 1.432058 | 0.7292 | 0.7321 | 0.2546 | 6.550709 | 6.421145 |
| 2459592 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | - | - | 0.238805 | -0.469452 | -0.463482 | -0.096389 | 1.870697 | 0.629264 | 1.654313 | 0.395830 | 0.0307 | 0.0336 | 0.0023 | nan | nan |
| 2459591 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.647272 | -0.765526 | -0.174324 | -1.019802 | -0.060343 | -0.530150 | 0.912431 | 5.169886 | 0.6577 | 0.6850 | 0.3756 | 6.384584 | 6.523215 |
| 2459590 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.600042 | -0.659296 | 0.086523 | -0.992819 | 1.841368 | 3.051854 | 1.482089 | 4.688938 | 0.6613 | 0.6818 | 0.3677 | 5.271896 | 5.610384 |
| 2459589 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.003261 | -0.981641 | 0.382187 | 0.400094 | 0.746183 | 0.573848 | -0.367499 | 0.031023 | 0.6909 | 0.7003 | 0.2969 | 10.565826 | 11.124381 |
| 2459588 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.001871 | -1.131521 | -0.053798 | -1.220006 | 0.533629 | -0.155226 | -0.030216 | 0.748269 | 0.7718 | 0.7662 | 0.2197 | 10.012506 | 8.995300 |
| 2459587 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | 1.829770 | -0.207677 | 0.308498 | -0.927833 | 0.823874 | 0.268786 | 0.675349 | 5.303962 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459586 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 306.757337 | 312.837004 | inf | inf | 10.063494 | 15.413812 | 164.245123 | 666.440841 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459585 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 8.546271 | 2.822807 | 4.319584 | 3.743051 | 5.442229 | 3.608239 | 3.559168 | 10.295606 | 0.0329 | 0.0349 | 0.0012 | 0.000000 | 0.000000 |
| 2459584 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.198344 | -0.475026 | 0.897521 | 2.626369 | 1.798491 | 0.475242 | 0.713321 | 2.516412 | 0.6019 | 0.6245 | 0.3662 | 5.515734 | 7.138461 |
| 2459583 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.771487 | 0.226329 | 1.171020 | 1.494987 | 3.450620 | 1.950740 | 2.300248 | 6.412776 | 0.6578 | 0.6824 | 0.3892 | 4.763773 | 4.246214 |
| 2459582 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.704947 | -0.026112 | 0.605178 | 1.372665 | 3.313966 | 2.007102 | 0.652271 | 8.053067 | 0.6600 | 0.6826 | 0.3910 | 5.348446 | 5.171305 |
| 2459581 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.288619 | -0.078515 | 0.861672 | 0.925958 | 2.687079 | 1.963762 | 1.997294 | 9.032394 | 0.6650 | 0.6860 | 0.3864 | 6.609391 | 5.779470 |
| 2459580 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.625086 | -0.179921 | 0.329629 | 1.130315 | 3.044407 | 2.030827 | 2.593846 | 6.531729 | 0.6610 | 0.6835 | 0.3858 | 5.153817 | 4.220099 |
| 2459579 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459578 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.782341 | -0.156934 | -0.566084 | -0.418804 | 1.438499 | 0.792566 | -0.789615 | 9.860863 | 0.0306 | 0.0322 | 0.0017 | nan | nan |
| 2459577 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.841326 | -0.042768 | 0.680069 | 0.880298 | 2.703629 | 2.777284 | 2.925258 | 9.088889 | 0.6595 | 0.6828 | 0.3827 | 5.298965 | 5.773882 |
| 2459576 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.212334 | -0.148820 | 0.376537 | 0.574312 | 2.683631 | 3.373385 | 5.141816 | 7.474445 | 0.6831 | 0.7056 | 0.3846 | 6.597629 | 6.875130 |
| 2459575 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.568127 | 1.256982 | 0.594585 | 0.745632 | 2.819542 | 4.510832 | 0.857353 | 1.274128 | 0.7444 | 0.7522 | 0.3334 | 18.028827 | 16.219903 |
| 2459574 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.885206 | 3.581901 | 0.513630 | 0.730583 | 0.828888 | 2.346386 | 0.386637 | 2.621323 | 0.6815 | 0.6947 | 0.3769 | 6.466103 | 6.392901 |
| 2459573 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.634854 | 0.324760 | 1.426256 | 1.887104 | 4.431841 | 2.290870 | 2.299199 | 9.510105 | 0.6746 | 0.7023 | 0.3876 | 5.846733 | 5.044556 |
| 2459572 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.162845 | -0.268532 | 0.397383 | 0.772842 | 1.820355 | 3.222961 | 1.057250 | 14.208380 | 0.6850 | 0.7081 | 0.3821 | 7.122530 | 5.846557 |
| 2459571 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.475374 | -0.088821 | -0.821353 | -0.599338 | 2.100404 | 8.931344 | -0.791193 | 4.649417 | 0.0306 | 0.0316 | 0.0018 | nan | nan |
| 2459570 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459569 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.314544 | -0.966674 | 0.580017 | 0.696170 | 0.966153 | 1.526363 | 0.613813 | 0.809920 | 0.7491 | 0.7623 | 0.2458 | 6.708851 | 5.720806 |
| 2459566 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.712085 | 0.044430 | 0.962118 | 1.269383 | 2.547354 | 0.994962 | 0.633569 | 7.387687 | 0.6683 | 0.6910 | 0.4032 | 3.697621 | 3.267761 |
| 2459565 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | 1.033212 | 1.033212 | 1.033557 | 1.033557 | 0.000000 | 0.000000 | 0.000000 | 0.000000 | nan | nan | nan | 0.000000 | 0.000000 |
| 2459564 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.083145 | -0.609450 | 0.662188 | -0.359910 | 0.949238 | 2.498351 | 1.938837 | 7.609439 | 0.6850 | 0.6994 | 0.3986 | 4.396969 | 4.397838 |
| 2459563 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.181217 | 0.561901 | 2.292051 | 15.880347 | 3.201101 | 2.575473 | 2.840513 | 13.976499 | 0.6846 | 0.6959 | 0.3907 | 4.212152 | 4.150024 |
| 2459562 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.495662 | -1.446264 | -2.405453 | -1.320866 | -1.428818 | -2.804063 | -0.077688 | 2.129285 | 0.6785 | 0.6961 | 0.3949 | 3.912456 | 3.467731 |
| 2459561 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.826674 | 2.813429 | 1.955761 | 1.888129 | 0.400438 | 0.432664 | -2.085003 | -0.599561 | 0.6614 | 0.6833 | 0.3832 | 3.097991 | 2.835284 |
| 2459560 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | -0.542283 | -1.039961 | -0.893305 | -0.851606 | -1.509978 | -1.804942 | -0.580075 | 3.867181 | 0.6734 | 0.6963 | 0.3981 | 4.228271 | 3.484239 |
| 2459559 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.455526 | 0.494450 | 0.414425 | 0.691576 | 2.252410 | 1.281780 | 1.305976 | 3.367702 | 0.6781 | 0.6994 | 0.3910 | 3.382931 | 3.044437 |
| 2459558 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459557 | RF_maintenance | - | 100.00% | 100.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0294 | 0.0298 | 0.0011 | nan | nan |
| 2459556 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.485835 | 0.250257 | 0.796438 | 1.984372 | 3.177139 | 1.786088 | 3.567709 | 20.433351 | 0.6774 | 0.6952 | 0.3925 | 4.181482 | 3.896623 |
| 2459554 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6875 | 0.7053 | 0.3991 | nan | nan |
| 2459553 | RF_maintenance | - | 0.00% | 0.00% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.6725 | 0.6916 | 0.3962 | nan | nan |
| 2459552 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.951054 | 0.102617 | 0.879888 | 0.352211 | 2.471892 | 1.204165 | 0.075371 | 17.742230 | 0.6926 | 0.7085 | 0.3931 | 9.847410 | 9.610249 |
| 2459551 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.320382 | 0.098285 | 0.513324 | 0.773132 | 2.594013 | 1.685298 | 0.675440 | 7.474464 | 0.6846 | 0.7032 | 0.3905 | 3.598527 | 3.352203 |
| 2459550 | RF_maintenance | - | 99.18% | 99.18% | 0.00% | - | - | nan | nan | nan | nan | nan | nan | nan | nan | 0.0318 | 0.0318 | 0.0005 | nan | nan |
| 2459549 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.674325 | -0.228066 | 0.856787 | 1.276387 | 3.596992 | 1.450466 | 1.039867 | 12.532894 | 0.6724 | 0.6915 | 0.4114 | 3.530473 | 3.420398 |
| 2459542 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.245542 | -0.062241 | 0.017863 | 0.060286 | 1.314489 | 1.607580 | 0.567552 | 9.042930 | 0.7341 | 0.7391 | 0.3657 | 3.224722 | 3.099617 |
| 2459541 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459540 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.523926 | 0.759003 | 0.738722 | 0.941531 | 3.436034 | 0.613810 | 1.830052 | 6.083219 | 0.7374 | 0.7428 | 0.3499 | 3.698074 | 3.197516 |
| 2459536 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459535 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.543334 | 0.570013 | 0.812849 | 0.861395 | 2.842592 | 0.052344 | 3.428285 | 6.735670 | 0.7755 | 0.7681 | 0.3634 | 4.206806 | 3.432055 |
| 2459534 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.325822 | 0.763710 | 1.100742 | 0.909329 | 3.334044 | 0.242041 | 2.231543 | 5.815729 | 0.7685 | 0.7597 | 0.3533 | 6.689626 | 6.002135 |
| 2459533 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.037574 | 0.590600 | 1.152325 | 1.424725 | 4.059680 | 1.428571 | 0.931540 | 17.642982 | 0.7047 | 0.7196 | 0.4016 | 4.296133 | 3.561143 |
| 2459532 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 2.615096 | 0.726418 | 1.635537 | 2.474128 | 4.026046 | 1.704340 | 1.227210 | 10.967288 | 0.7085 | 0.7228 | 0.4013 | 3.846613 | 3.621670 |
| 2459530 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459527 | RF_maintenance | 0.00% | - | - | - | 100.00% | 0.00% | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459524 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459523 | RF_maintenance | 100.00% | - | - | - | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459522 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | nan | nan | inf | inf | nan | nan | nan | nan | nan | nan | nan | 0.000000 | 0.000000 |
| 2459513 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | - | - | -0.418784 | -0.180218 | -0.549907 | -0.053323 | -0.281129 | 1.312640 | -0.768989 | 6.503707 | 0.0305 | 0.0315 | 0.0010 | nan | nan |
| 2459508 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.360502 | -0.205721 | 1.955777 | 1.859575 | 2.600743 | 1.716672 | 3.374664 | 3.972346 | 0.9085 | 0.9392 | 0.1883 | 0.000000 | 0.000000 |
| 2459505 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.921389 | -0.473966 | -0.222519 | 1.462192 | 1.876025 | 1.527977 | 5.143553 | 3.743903 | 0.0944 | 0.0800 | 0.0050 | 1.161795 | 1.143894 |
| 2459503 | RF_maintenance | 0.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 0.678387 | 0.028906 | 1.040801 | 2.029129 | 0.708651 | 1.074764 | 3.652294 | 1.897809 | 0.8769 | 0.8691 | 0.4275 | 0.000000 | 0.000000 |
| 2459501 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.226371 | 0.777977 | 1.407079 | 1.560830 | 3.337277 | 0.302191 | 1.158659 | 0.618029 | 0.0966 | 0.0803 | 0.0096 | 0.000000 | 0.000000 |
| 2459500 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.419750 | 1.386960 | 2.551933 | 1.791232 | 1.758097 | 1.886049 | 2.179072 | 1.172087 | 0.0744 | 0.0779 | 0.0075 | 0.000000 | 0.000000 |
| 2459499 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.019858 | 2.148652 | 3.104093 | 2.577876 | 1.946942 | 2.362945 | 6.220302 | 4.077264 | 0.0844 | 0.0723 | 0.0057 | 0.000000 | 0.000000 |
| 2459498 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.638456 | 1.591875 | 1.591684 | 1.896566 | 1.250938 | 2.036690 | 0.830849 | 1.625810 | 0.0822 | 0.0745 | 0.0075 | 0.000000 | 0.000000 |
| 2459497 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.177997 | 1.442962 | 1.136606 | 1.691700 | 0.148042 | 2.008896 | 3.283337 | 1.628091 | 0.0946 | 0.0778 | 0.0110 | 0.000000 | 0.000000 |
| 2459496 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.074483 | 1.530274 | 0.700670 | 1.675402 | -0.310092 | 2.284613 | 6.972988 | 3.381967 | 0.0474 | 0.0847 | 0.0046 | 0.000000 | 0.000000 |
| 2459495 | RF_maintenance | 0.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 2.652548 | 1.104463 | 1.590856 | 1.429953 | 0.980264 | 2.007193 | 0.190384 | 1.398749 | 0.0891 | 0.0983 | 0.0103 | 0.000000 | 0.000000 |
| 2459494 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 3.152384 | 2.487086 | 2.696815 | 2.289746 | 1.195492 | 2.592290 | 3.347715 | 4.627167 | 0.0905 | 0.0793 | 0.0113 | 0.000000 | 0.000000 |
| 2459492 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 0.841036 | -1.557583 | -1.282274 | -0.728928 | 2.694450 | 4.304734 | 6.826988 | 23.150732 | 0.1058 | 0.0673 | 0.0069 | 0.000000 | 0.000000 |
| 2459491 | RF_maintenance | 100.00% | 100.00% | 100.00% | 0.00% | 100.00% | 0.00% | 1.292368 | 0.067044 | 0.370763 | 0.094482 | 8.133648 | 0.180104 | 15.800916 | 4.068735 | 0.0968 | 0.0818 | 0.0068 | 0.000000 | 0.000000 |
| 2459490 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.443941 | -0.668111 | -1.358653 | -1.192587 | 2.274619 | 0.023611 | 8.661424 | 15.651585 | 0.7422 | 0.8051 | 0.3670 | 0.000000 | 0.000000 |
| 2459489 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.094622 | 0.171402 | -1.579283 | -0.607549 | 4.629694 | 2.269148 | 7.298215 | 9.465013 | 0.7587 | 0.8107 | 0.3191 | 0.000000 | 0.000000 |
| 2459488 | RF_maintenance | 100.00% | 0.00% | 0.00% | 0.00% | 100.00% | 0.00% | 1.317477 | -0.022310 | -0.419102 | 0.232637 | 2.619329 | 1.486700 | 19.873270 | 19.036348 | 0.7595 | 0.8124 | 0.3445 | 0.000000 | 0.000000 |
auto_metrics notebooks.¶html_to_display = ''
for am_html in auto_metric_htmls:
# read html into a list of lines
with open(am_html) as f:
lines = f.readlines()
# find section with this antenna's metric plots and add to html_to_display
jd = [int(s) for s in re.split('_|\.', am_html) if s.isdigit()][-1]
try:
section_start_line = lines.index(f'<h2>Antenna {antenna}: {jd}</h2>\n')
except ValueError:
continue
html_to_display += lines[section_start_line].replace(str(jd), f'<a href="{jd_to_auto_metrics_url(jd)}" target="_blank">{jd}</a>')
for line in lines[section_start_line + 1:]:
html_to_display += line
if '<hr' in line:
break
These figures are reproduced from auto_metrics notebooks. For more info on the specific plots and metrics, see those notebooks (linked at the JD).
HTML(html_to_display)
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 1.848586 | 1.375225 | -1.207285 | 0.239003 | 0.075933 | 0.514434 | 1.848586 | -0.091701 | 0.686998 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 15.883231 | 0.287499 | 0.679617 | -0.639016 | -0.620861 | 0.954909 | 3.564657 | 15.883231 | 0.943130 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 13.515655 | 1.754758 | -0.977664 | 0.296593 | -0.271624 | 1.852024 | 1.631440 | 1.697779 | 13.515655 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 2.671413 | 1.767648 | -1.220087 | 0.171699 | -0.239799 | 0.478649 | 1.381716 | 2.671413 | 1.947973 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | 1.434850 | 1.434850 | -0.978024 | 0.376223 | 0.170257 | 0.523206 | -0.990193 | -0.136302 | -0.076182 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.223358 | 1.898649 | -0.927407 | 0.023111 | 0.136975 | 0.491492 | -0.136256 | -0.345188 | 6.223358 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 4.161807 | 1.381710 | -1.124585 | -0.068465 | -0.044896 | 0.544316 | 4.161807 | 0.084224 | 3.693804 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.897198 | -0.926892 | 2.074190 | -0.902650 | -0.661818 | 0.321984 | 2.257481 | 6.897198 | 0.555093 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 4.300095 | -0.746212 | 1.754485 | -0.586921 | -0.031248 | 0.578469 | 2.727829 | 4.300095 | -0.398533 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 5.068554 | -0.013351 | 0.305599 | -0.912568 | -0.758108 | -0.762200 | -0.671220 | 5.068554 | -0.224285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 2.338015 | 1.443372 | -0.194282 | 0.314216 | 0.677870 | 0.250486 | 2.338015 | 2.021783 | 0.146748 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 3.531870 | 1.536486 | -1.302584 | 0.196606 | -0.031630 | 0.761795 | 2.414767 | 0.350174 | 3.531870 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Variability | 0.644052 | -0.543375 | -0.543441 | -0.745535 | -0.644946 | 0.644052 | 0.148380 | 0.018101 | 0.562343 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 14.105396 | -0.516872 | 1.427500 | -0.763099 | -0.558505 | 0.124290 | 2.269713 | 14.105396 | 0.475638 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.706769 | 1.273456 | -0.523477 | -0.032654 | -0.677953 | 0.045478 | 0.218118 | 2.910901 | 9.706769 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 24.271816 | -0.237075 | 1.509196 | -0.970903 | -0.811358 | 2.138019 | 1.490527 | 24.271816 | 2.244460 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 5.175066 | -0.983394 | 1.064931 | -0.447004 | -0.270248 | 1.648136 | 0.956065 | 5.175066 | 1.483178 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | 1.475184 | -0.574261 | 1.475184 | 0.208567 | 0.001910 | -0.901831 | -0.082254 | -0.110096 | -0.097368 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 5.564934 | 1.254754 | -0.756504 | 0.225174 | -0.087177 | 0.319267 | 5.564934 | 0.152581 | 0.223171 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 1.432058 | 1.183471 | -0.774456 | 0.041682 | -1.083884 | 0.128241 | -0.193486 | -0.006226 | 1.432058 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Variability | 1.870697 | -0.469452 | 0.238805 | -0.096389 | -0.463482 | 0.629264 | 1.870697 | 0.395830 | 1.654313 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 5.169886 | -0.765526 | 1.647272 | -1.019802 | -0.174324 | -0.530150 | -0.060343 | 5.169886 | 0.912431 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 4.688938 | 1.600042 | -0.659296 | 0.086523 | -0.992819 | 1.841368 | 3.051854 | 1.482089 | 4.688938 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | 1.003261 | -0.981641 | 1.003261 | 0.400094 | 0.382187 | 0.573848 | 0.746183 | 0.031023 | -0.367499 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 0.748269 | -0.001871 | -1.131521 | -0.053798 | -1.220006 | 0.533629 | -0.155226 | -0.030216 | 0.748269 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 5.303962 | -0.207677 | 1.829770 | -0.927833 | 0.308498 | 0.268786 | 0.823874 | 5.303962 | 0.675349 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Power | inf | 306.757337 | 312.837004 | inf | inf | 10.063494 | 15.413812 | 164.245123 | 666.440841 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 10.295606 | 8.546271 | 2.822807 | 4.319584 | 3.743051 | 5.442229 | 3.608239 | 3.559168 | 10.295606 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Power | 2.626369 | 2.198344 | -0.475026 | 0.897521 | 2.626369 | 1.798491 | 0.475242 | 0.713321 | 2.516412 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.412776 | 0.771487 | 0.226329 | 1.171020 | 1.494987 | 3.450620 | 1.950740 | 2.300248 | 6.412776 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 8.053067 | -0.026112 | 0.704947 | 1.372665 | 0.605178 | 2.007102 | 3.313966 | 8.053067 | 0.652271 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.032394 | 1.288619 | -0.078515 | 0.861672 | 0.925958 | 2.687079 | 1.963762 | 1.997294 | 9.032394 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.531729 | -0.179921 | 0.625086 | 1.130315 | 0.329629 | 2.030827 | 3.044407 | 6.531729 | 2.593846 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.860863 | -0.782341 | -0.156934 | -0.566084 | -0.418804 | 1.438499 | 0.792566 | -0.789615 | 9.860863 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.088889 | -0.042768 | 1.841326 | 0.880298 | 0.680069 | 2.777284 | 2.703629 | 9.088889 | 2.925258 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 7.474445 | -0.148820 | 1.212334 | 0.574312 | 0.376537 | 3.373385 | 2.683631 | 7.474445 | 5.141816 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 4.510832 | 1.256982 | 0.568127 | 0.745632 | 0.594585 | 4.510832 | 2.819542 | 1.274128 | 0.857353 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | 3.581901 | 0.885206 | 3.581901 | 0.513630 | 0.730583 | 0.828888 | 2.346386 | 0.386637 | 2.621323 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.510105 | 0.324760 | 2.634854 | 1.887104 | 1.426256 | 2.290870 | 4.431841 | 9.510105 | 2.299199 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 14.208380 | -0.268532 | 2.162845 | 0.772842 | 0.397383 | 3.222961 | 1.820355 | 14.208380 | 1.057250 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 8.931344 | -0.088821 | -0.475374 | -0.599338 | -0.821353 | 8.931344 | 2.100404 | 4.649417 | -0.791193 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Variability | 1.526363 | -0.966674 | 1.314544 | 0.696170 | 0.580017 | 1.526363 | 0.966153 | 0.809920 | 0.613813 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 7.387687 | 0.044430 | 1.712085 | 1.269383 | 0.962118 | 0.994962 | 2.547354 | 7.387687 | 0.633569 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Power | 1.033557 | 1.033212 | 1.033212 | 1.033557 | 1.033557 | 0.000000 | 0.000000 | 0.000000 | 0.000000 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 7.609439 | 1.083145 | -0.609450 | 0.662188 | -0.359910 | 0.949238 | 2.498351 | 1.938837 | 7.609439 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Power | 15.880347 | 1.181217 | 0.561901 | 2.292051 | 15.880347 | 3.201101 | 2.575473 | 2.840513 | 13.976499 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 2.129285 | -0.495662 | -1.446264 | -2.405453 | -1.320866 | -1.428818 | -2.804063 | -0.077688 | 2.129285 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | 2.826674 | 2.826674 | 2.813429 | 1.955761 | 1.888129 | 0.400438 | 0.432664 | -2.085003 | -0.599561 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 3.867181 | -0.542283 | -1.039961 | -0.893305 | -0.851606 | -1.509978 | -1.804942 | -0.580075 | 3.867181 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 3.367702 | 0.455526 | 0.494450 | 0.414425 | 0.691576 | 2.252410 | 1.281780 | 1.305976 | 3.367702 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 20.433351 | 0.250257 | 1.485835 | 1.984372 | 0.796438 | 1.786088 | 3.177139 | 20.433351 | 3.567709 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 17.742230 | 0.102617 | 0.951054 | 0.352211 | 0.879888 | 1.204165 | 2.471892 | 17.742230 | 0.075371 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 7.474464 | 0.098285 | 0.320382 | 0.773132 | 0.513324 | 1.685298 | 2.594013 | 7.474464 | 0.675440 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 12.532894 | 0.674325 | -0.228066 | 0.856787 | 1.276387 | 3.596992 | 1.450466 | 1.039867 | 12.532894 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.042930 | -0.062241 | 1.245542 | 0.060286 | 0.017863 | 1.607580 | 1.314489 | 9.042930 | 0.567552 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.083219 | 0.759003 | 1.523926 | 0.941531 | 0.738722 | 0.613810 | 3.436034 | 6.083219 | 1.830052 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.735670 | 1.543334 | 0.570013 | 0.812849 | 0.861395 | 2.842592 | 0.052344 | 3.428285 | 6.735670 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 5.815729 | 0.763710 | 1.325822 | 0.909329 | 1.100742 | 0.242041 | 3.334044 | 5.815729 | 2.231543 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 17.642982 | 2.037574 | 0.590600 | 1.152325 | 1.424725 | 4.059680 | 1.428571 | 0.931540 | 17.642982 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 10.967288 | 2.615096 | 0.726418 | 1.635537 | 2.474128 | 4.026046 | 1.704340 | 1.227210 | 10.967288 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | nan | nan | nan | nan | nan | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Shape | nan | nan | nan | inf | inf | nan | nan | nan | nan |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 6.503707 | -0.180218 | -0.418784 | -0.053323 | -0.549907 | 1.312640 | -0.281129 | 6.503707 | -0.768989 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 3.972346 | -0.205721 | 0.360502 | 1.859575 | 1.955777 | 1.716672 | 2.600743 | 3.972346 | 3.374664 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 14.183554 | 1.031682 | 0.575947 | 2.487833 | 3.006029 | 2.165964 | 0.474236 | 5.925066 | 14.183554 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 5.143553 | -0.473966 | 0.921389 | 1.462192 | -0.222519 | 1.527977 | 1.876025 | 3.743903 | 5.143553 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 3.652294 | 0.678387 | 0.028906 | 1.040801 | 2.029129 | 0.708651 | 1.074764 | 3.652294 | 1.897809 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Variability | 3.337277 | 1.226371 | 0.777977 | 1.407079 | 1.560830 | 3.337277 | 0.302191 | 1.158659 | 0.618029 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Power | 2.551933 | 2.419750 | 1.386960 | 2.551933 | 1.791232 | 1.758097 | 1.886049 | 2.179072 | 1.172087 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 6.220302 | 2.148652 | 3.019858 | 2.577876 | 3.104093 | 2.362945 | 1.946942 | 4.077264 | 6.220302 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | 2.638456 | 2.638456 | 1.591875 | 1.591684 | 1.896566 | 1.250938 | 2.036690 | 0.830849 | 1.625810 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 3.283337 | 1.442962 | 2.177997 | 1.691700 | 1.136606 | 2.008896 | 0.148042 | 1.628091 | 3.283337 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 6.972988 | 1.074483 | 1.530274 | 0.700670 | 1.675402 | -0.310092 | 2.284613 | 6.972988 | 3.381967 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Shape | 2.652548 | 2.652548 | 1.104463 | 1.590856 | 1.429953 | 0.980264 | 2.007193 | 0.190384 | 1.398749 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 4.627167 | 2.487086 | 3.152384 | 2.289746 | 2.696815 | 2.592290 | 1.195492 | 4.627167 | 3.347715 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 23.150732 | -1.557583 | 0.841036 | -0.728928 | -1.282274 | 4.304734 | 2.694450 | 23.150732 | 6.826988 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 15.800916 | 1.292368 | 0.067044 | 0.370763 | 0.094482 | 8.133648 | 0.180104 | 15.800916 | 4.068735 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | nn Shape Modified Z-Score | ee Shape Modified Z-Score | nn Power Modified Z-Score | ee Power Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Discontinuties Modified Z-Score | ee Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 15.651585 | -0.668111 | 1.443941 | -1.192587 | -1.358653 | 0.023611 | 2.274619 | 15.651585 | 8.661424 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | nn Temporal Discontinuties | 9.465013 | 1.094622 | 0.171402 | -1.579283 | -0.607549 | 4.629694 | 2.269148 | 7.298215 | 9.465013 |
| Ant | Node | A Priori Status | Worst Metric | Worst Modified Z-Score | ee Shape Modified Z-Score | nn Shape Modified Z-Score | ee Power Modified Z-Score | nn Power Modified Z-Score | ee Temporal Variability Modified Z-Score | nn Temporal Variability Modified Z-Score | ee Temporal Discontinuties Modified Z-Score | nn Temporal Discontinuties Modified Z-Score |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| 158 | 12 | RF_maintenance | ee Temporal Discontinuties | 19.873270 | 1.317477 | -0.022310 | -0.419102 | 0.232637 | 2.619329 | 1.486700 | 19.873270 | 19.036348 |